Solution: It is because of some dust like cotton fibres, etc gone inside the headphone slot. After sucking air from the headphone slot twice or thrice - remember not blowing inside - the icon went away. And the thing is, as seen from the google search, there are so many persons owning all brands of Phone affected like this.

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